CA2786727C - Joint embedding for item association - Google Patents
Joint embedding for item association Download PDFInfo
- Publication number
- CA2786727C CA2786727C CA2786727A CA2786727A CA2786727C CA 2786727 C CA2786727 C CA 2786727C CA 2786727 A CA2786727 A CA 2786727A CA 2786727 A CA2786727 A CA 2786727A CA 2786727 C CA2786727 C CA 2786727C
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- Canada
- Prior art keywords
- item
- items
- embedding space
- joint embedding
- training
- Prior art date
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- 238000012549 training Methods 0.000 claims abstract description 172
- 238000013507 mapping Methods 0.000 claims abstract description 101
- 238000000034 method Methods 0.000 claims abstract description 97
- 230000015654 memory Effects 0.000 claims abstract description 30
- 230000006870 function Effects 0.000 claims description 48
- 239000013598 vector Substances 0.000 claims description 48
- 230000004044 response Effects 0.000 claims description 14
- 230000008569 process Effects 0.000 description 22
- 239000011159 matrix material Substances 0.000 description 11
- 238000007796 conventional method Methods 0.000 description 7
- 238000013459 approach Methods 0.000 description 5
- 238000004891 communication Methods 0.000 description 5
- 238000012545 processing Methods 0.000 description 5
- 230000008901 benefit Effects 0.000 description 3
- 230000008859 change Effects 0.000 description 3
- 241001481833 Coryphaena hippurus Species 0.000 description 2
- 230000006872 improvement Effects 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 238000005457 optimization Methods 0.000 description 2
- 238000000513 principal component analysis Methods 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 238000012706 support-vector machine Methods 0.000 description 2
- 230000000007 visual effect Effects 0.000 description 2
- 240000004760 Pimpinella anisum Species 0.000 description 1
- 230000006978 adaptation Effects 0.000 description 1
- 230000003044 adaptive effect Effects 0.000 description 1
- 230000009193 crawling Effects 0.000 description 1
- 238000000605 extraction Methods 0.000 description 1
- 238000010801 machine learning Methods 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 230000002093 peripheral effect Effects 0.000 description 1
- 238000013341 scale-up Methods 0.000 description 1
- 230000003595 spectral effect Effects 0.000 description 1
- 238000005309 stochastic process Methods 0.000 description 1
- 230000002123 temporal effect Effects 0.000 description 1
- 230000001960 triggered effect Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
- G06F16/53—Querying
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/955—Retrieval from the web using information identifiers, e.g. uniform resource locators [URL]
- G06F16/9554—Retrieval from the web using information identifiers, e.g. uniform resource locators [URL] by using bar codes
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Databases & Information Systems (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
- Image Analysis (AREA)
- Image Processing (AREA)
- Editing Of Facsimile Originals (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US30035610P | 2010-02-01 | 2010-02-01 | |
US61/300,356 | 2010-02-01 | ||
PCT/US2011/023398 WO2011094757A1 (en) | 2010-02-01 | 2011-02-01 | Joint embedding for item association |
Publications (2)
Publication Number | Publication Date |
---|---|
CA2786727A1 CA2786727A1 (en) | 2011-08-04 |
CA2786727C true CA2786727C (en) | 2017-08-29 |
Family
ID=43769130
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CA2786727A Active CA2786727C (en) | 2010-02-01 | 2011-02-01 | Joint embedding for item association |
Country Status (7)
Country | Link |
---|---|
US (1) | US9110922B2 (de) |
EP (1) | EP2531936A1 (de) |
JP (1) | JP5749279B2 (de) |
CN (1) | CN102782678B (de) |
AU (1) | AU2011210535B2 (de) |
CA (1) | CA2786727C (de) |
WO (1) | WO2011094757A1 (de) |
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US9129227B1 (en) | 2012-12-31 | 2015-09-08 | Google Inc. | Methods, systems, and media for recommending content items based on topics |
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CN103488664B (zh) * | 2013-05-03 | 2016-12-28 | 中国传媒大学 | 一种图像检索方法 |
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US10262654B2 (en) * | 2015-09-24 | 2019-04-16 | Microsoft Technology Licensing, Llc | Detecting actionable items in a conversation among participants |
US11514244B2 (en) | 2015-11-11 | 2022-11-29 | Adobe Inc. | Structured knowledge modeling and extraction from images |
DE102016013630A1 (de) * | 2016-01-15 | 2017-07-20 | Adobe Systems Incorporated | Einbettungsraum für Bilder mit mehreren Textetiketten |
US10026020B2 (en) * | 2016-01-15 | 2018-07-17 | Adobe Systems Incorporated | Embedding space for images with multiple text labels |
US11238362B2 (en) | 2016-01-15 | 2022-02-01 | Adobe Inc. | Modeling semantic concepts in an embedding space as distributions |
WO2017139764A1 (en) * | 2016-02-12 | 2017-08-17 | Sri International | Zero-shot event detection using semantic embedding |
EP3424007A4 (de) * | 2016-03-04 | 2019-08-07 | Findmine | Verfahren, systeme und medien zur bereitstellung von informationen auf der grundlage von gruppierungsinformationen |
US10579940B2 (en) | 2016-08-18 | 2020-03-03 | International Business Machines Corporation | Joint embedding of corpus pairs for domain mapping |
US10657189B2 (en) | 2016-08-18 | 2020-05-19 | International Business Machines Corporation | Joint embedding of corpus pairs for domain mapping |
US10642919B2 (en) | 2016-08-18 | 2020-05-05 | International Business Machines Corporation | Joint embedding of corpus pairs for domain mapping |
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DE102016223193A1 (de) | 2016-11-23 | 2018-05-24 | Fujitsu Limited | Verfahren und Vorrichtung zum Komplettieren eines Wissensgraphen |
EP3619644A4 (de) * | 2017-05-05 | 2021-01-20 | HRL Laboratories, LLC | Zero-shot-maschinensichtsystem über gemeinsame sparse-representation |
US10908616B2 (en) | 2017-05-05 | 2021-02-02 | Hrl Laboratories, Llc | Attribute aware zero shot machine vision system via joint sparse representations |
WO2019055114A1 (en) * | 2017-09-12 | 2019-03-21 | Hrl Laboratories, Llc | VIEW-FREE VIEW-SENSITIVE SYSTEM FOR ATTRIBUTES THROUGH SHARED REPRESENTATIONS |
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US20190188285A1 (en) * | 2017-12-19 | 2019-06-20 | Facebook, Inc. | Image Search with Embedding-based Models on Online Social Networks |
US11797838B2 (en) * | 2018-03-13 | 2023-10-24 | Pinterest, Inc. | Efficient convolutional network for recommender systems |
US11372914B2 (en) | 2018-03-26 | 2022-06-28 | Microsoft Technology Licensing, Llc | Image annotation |
US11294974B1 (en) * | 2018-10-04 | 2022-04-05 | Apple Inc. | Golden embeddings |
US11636123B2 (en) * | 2018-10-05 | 2023-04-25 | Accenture Global Solutions Limited | Density-based computation for information discovery in knowledge graphs |
US11227189B2 (en) * | 2019-07-17 | 2022-01-18 | Walmart Apollo, Llc | Systems and methods for identifying items in a digital image |
CN110717377B (zh) * | 2019-08-26 | 2021-01-12 | 平安科技(深圳)有限公司 | 人脸驾驶风险预测模型训练及其预测方法及相关设备 |
US11574020B1 (en) * | 2019-12-12 | 2023-02-07 | Pinterest, Inc. | Identifying similar content in a multi-item embedding space |
US11544317B1 (en) * | 2020-08-20 | 2023-01-03 | Pinterest, Inc. | Identifying content items in response to a text-based request |
CN114117104B (zh) * | 2020-08-28 | 2023-06-16 | 四川大学 | 一种基于多关系感知推理的图像文本匹配方法 |
CN112668320B (zh) * | 2020-12-25 | 2024-02-02 | 平安科技(深圳)有限公司 | 基于词嵌入的模型训练方法、装置、电子设备及存储介质 |
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CN100401302C (zh) * | 2006-09-14 | 2008-07-09 | 浙江大学 | 基于标注重要性次序的图像语义自动标注方法 |
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-
2011
- 2011-02-01 WO PCT/US2011/023398 patent/WO2011094757A1/en active Application Filing
- 2011-02-01 EP EP11703984A patent/EP2531936A1/de not_active Ceased
- 2011-02-01 CA CA2786727A patent/CA2786727C/en active Active
- 2011-02-01 AU AU2011210535A patent/AU2011210535B2/en active Active
- 2011-02-01 JP JP2012551391A patent/JP5749279B2/ja active Active
- 2011-02-01 US US13/019,221 patent/US9110922B2/en active Active
- 2011-02-01 CN CN201180007972.8A patent/CN102782678B/zh active Active
Also Published As
Publication number | Publication date |
---|---|
JP2013519138A (ja) | 2013-05-23 |
AU2011210535B2 (en) | 2015-07-16 |
JP5749279B2 (ja) | 2015-07-15 |
CN102782678B (zh) | 2016-03-16 |
AU2011210535A1 (en) | 2012-08-02 |
CN102782678A (zh) | 2012-11-14 |
EP2531936A1 (de) | 2012-12-12 |
US9110922B2 (en) | 2015-08-18 |
US20110191374A1 (en) | 2011-08-04 |
CA2786727A1 (en) | 2011-08-04 |
WO2011094757A1 (en) | 2011-08-04 |
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Legal Events
Date | Code | Title | Description |
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EEER | Examination request |
Effective date: 20160129 |